Classifcation of events in information security systems based on neural networks by A. A. Mikryukov, A. V. Babash, V. A. Sizov

“…This approach applies adaptive reduction of neural network ensemble (selection of the best classifiers is based on the assessment of the compliance degree of the competence area of the private neural network classifier and convergence of the results of private classifiers), as well as the selection and rationale of the voting method (composition or aggregation of outputs of private classifiers). …”
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Robust Transient Stability Emergency Control Considering Wind Power Uncertainties by Yunfei Ma, Xin Wang, Guangchao Geng, Quanyuan Jiang

“…Numerical results on two test systems demonstrate that the proposed method improves computational efficiency and shows good performance on robustness.…”
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Enhancing sustainable solid waste management through separate source collection by O. Arabiyat, J.T. Al-Bakri, F. Kölsch, S. Al-Omari, H. Aladwan

“…The objectives encompass addressing urban challenges and providing key insights for environmental management and sustainability through separate source collection systems that improve efficiency, reduce cost and encourage sustainable community practices.METHODS: The study was implemented in the Al-Radwan neighborhood in Amman, Jordan, and included 8,460 individuals and 3,124 households. …”
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A Unified Approach to Achieving High Power and High Energy in Chirally Coupled-Core Ytterbium-Doped Fiber Amplifier Systems by Jinxu Bai, Jim Zhang, Joona Koponen, Manoj Kanskar, Elias Towe

“…We use a two-stage system comprised of a 2.5-m long fiber preamplifier and a 3.0-m long fiber booster amplifier to illustrate the method. This compact system is capable of generating outputs of up to 1.2 mJ for 25-ns pulses at a repetition rate of 100 kHz, with average power of up to 121 W, and a slope efficiency of 82%.…”
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Application of EMD, ANN and DNN for Self-Aligning Bearing Fault Diagnosis by Narendiranath Babu THAMBA, Arun ARAVIND, Abhishek RAKESH, Mohamed JAHZAN, Rama Prabha D.

“…A comparative study of the outputs from the two neural networks is also performed. …”
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Aircraft Multi-stage Altitude Prediction Under Satellite Signal Loss by Mengchan HUANG, Qiang MIAO

“…Therefore, a fuzzy logic approach is adopted to map ambiguous inputs to explicit output states, enabling the extraction of climb, cruise, and descent phases from the aircraft’s entire flight process. …”
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Deep Learning Hybrid Architecture Based on Vision Transformer for Phase Analysis of Moiré Fringes by Dajie Yu, Junbo Liu, Chuan Jin, Yuyang Li, Kairui Zhang, Ji Zhou

“…The photolithographic alignment method, which uses Moiré fringes, is notable for its straightforward optical path and high precision. …”
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Investigating the Effect of using Different Energy Sources on Environmental Indices in Edible Oil Processing by Yaser Rahmati Khorshidi, Hemmatollah Pirdashti, Ali Motevali, Seyed Hashem Samadi, Benyamin Khoshnevisan

“…The life cycle assessment (LCA) was performed using SimaPro software with the ReCiPe 2016 model, analyzing every 1000 kg of packaged rapeseed oil output across three fundamental categories: human health consequences, ecosystem quality preservation, and resource utilization efficiency.Results and DiscussionSimulation results showed that gasification technology achieves optimal performance within an equivalence ratio range of 0.20–0.45, with detailed analysis indicating that exceeding this range significantly reduces both gas yield and system efficiency. …”
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From Traditional Product Lifecycle Management Systems to Blockchain-Based Platforms by Mubashir Hayat, Herwig Winkler

“…<i>Conclusions:</i> This work can be considered among the first to compare the currently implemented PLMs with a novel blockchain-based method. Thus, the stakeholders can utilize the outputs of this research in their analysis and decision-making processes for implementing the blockchain in their organizations.…”
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Elite Episode Replay Memory for Polyphonic Piano Fingering Estimation by Ananda Phan Iman, Chang Wook Ahn

“…Thus, we introduce a novel Elite Episode Replay (EER) method to improve learning efficiency by prioritizing high-quality episodes during training. …”
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Polynomial Chaos Expansion Approach to Interest Rate Models by Luca Di Persio, Gregorio Pellegrini, Michele Bonollo

“…We also provide both an efficiency study and an accuracy study of our approach by comparing its outputs with the ones obtained adopting the Monte Carlo approach, both in its standard and its enhanced version.…”
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Improving Model-Based Deep Reinforcement Learning with Learning Degree Networks and Its Application in Robot Control by Guoqing Ma, Zhifu Wang, Xianfeng Yuan, Fengyu Zhou

“…The superiority of the proposed method is verified by conducting extensive contrast experiments.…”
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Role of vertical farming for sustainable urban horticulture: A review by Jemal Seid Hussen, Gebeyaw E. Ahmed

“…Resource use efficiency of vertical farming and the ability to produce premium agricultural goods are driving its global appeal. …”
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Management and Operation Transformation of Urban Park Green Spaces from the Perspectives of Public Goods Provision and Fiscal Sustainability by Peiyi JIA

“…Crucially, replacing output-based metrics with outcome-oriented indicators measuring health impacts and social cohesion could realign incentives with public value creation. …”
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Modeling and Optimization of Beam Pumping System Based on Intelligent Computing for Energy Saving by Xiaohua Gu, Taifu Li, Zhiqiang Liao, Liping Yang, Ling Nie

“…The inputs of GRNN include the number of punching, the maximum load, the minimum load, the effective stroke, and the computational pump efficiency, while the outputs are the electric power consumption and the oil yield. …”
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Optimisation of the deployment of automated external defibrillators in public places in England by Terry P Brown, Lazaros Andronis, Asmaa El-Banna, Benjamin KH Leung, Theodoros Arvanitis, Charles Deakin, Aloysius N Siriwardena, John Long, Gareth Clegg, Steven Brooks, Timothy CY Chan, Steve Irving, Louise Walker, Craig Mortimer, Sandra Igbodo, Gavin D Perkins

“…About 43.4% of the areas (the lower-level super output area) were found to not have a single AED located within their boundary. …”
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Multi-stage deep learning artifact reduction for parallel-beam computed tomography by Jiayang Shi, Daniël M. Pelt, K. Joost Batenburg

“…Various approaches have been proposed to incorporate deep learning into computational pipelines, but each has limitations in addressing artifacts effectively and efficiently in synchrotron CT, either in properly addressing the specific artifacts or in computational efficiency. …”
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Diffusion‐Based Subsurface CO2 ${ ext{CO}}_{2}$ Multiphysics Monitoring and Forecasting by Xinquan Huang, Fu Wang, Tariq Alkhalifah

“…Abstract Carbon capture and storage (CCS) plays a crucial role in mitigating greenhouse gas emissions, particularly from industrial outputs. Using seismic monitoring can aid in an accurate and robust monitoring system to ensure the effectiveness of CCS and mitigate associated risks. …”
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Subjective cognitive decline predicts longitudinal neuropsychological test performance in an unsupervised online setting in the Brain Health Registry by Jae Myeong Kang, Manchumad Manjavong, Chengshi Jin, Adam Diaz, Miriam T. Ashford, Joseph Eichenbaum, Emily Thorp, Elizabeth Wragg, Kenton H. Zavitz, Francesca Cormack, Anna Aaronson, R. Scott Mackin, Rachana Tank, Bernard Landavazo, Erika Cavallone, Diana Truran, Sarah Tomaszewski Farias, Michael W. Weiner, Rachel L. Nosheny

“…Abstract Backgrounds Digital, online assessments are efficient means to detect early cognitive decline, but few studies have investigated the relationship between remotely collected subjective cognitive change and cognitive decline. …”
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Analysis on Solar Power Plant Placement and Distribution Grid Issues Utilizing Monte Carlo Simulation and Teaching Learning-Based Optimization by Ersan Omer Yuzer, Ibrahim Cagri Barutcu

“…It has been shown via simulation that the TLBO methodology is superior than the ABC method in terms of efficiently minimizing power losses.…”
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